Dataset statistics
| Number of variables | 44 |
|---|---|
| Number of observations | 36293 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.8 MiB |
| Average record size in memory | 168.0 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 27 |
loan_amnt is highly correlated with installment | High correlation |
int_rate is highly correlated with grade and 1 other fields | High correlation |
installment is highly correlated with loan_amnt | High correlation |
grade is highly correlated with int_rate and 1 other fields | High correlation |
open_acc is highly correlated with total_acc | High correlation |
revol_util is highly correlated with fico_average | High correlation |
total_acc is highly correlated with open_acc | High correlation |
fico_average is highly correlated with int_rate and 2 other fields | High correlation |
loan_amnt is highly correlated with installment | High correlation |
int_rate is highly correlated with grade and 1 other fields | High correlation |
installment is highly correlated with loan_amnt | High correlation |
grade is highly correlated with int_rate and 1 other fields | High correlation |
open_acc is highly correlated with total_acc | High correlation |
revol_util is highly correlated with fico_average | High correlation |
total_acc is highly correlated with open_acc | High correlation |
fico_average is highly correlated with int_rate and 2 other fields | High correlation |
loan_amnt is highly correlated with installment | High correlation |
int_rate is highly correlated with grade and 1 other fields | High correlation |
installment is highly correlated with loan_amnt | High correlation |
grade is highly correlated with int_rate and 1 other fields | High correlation |
open_acc is highly correlated with total_acc | High correlation |
total_acc is highly correlated with open_acc | High correlation |
fico_average is highly correlated with int_rate and 1 other fields | High correlation |
region_Pacific is highly correlated with region_South | High correlation |
region_Northeast is highly correlated with region_South | High correlation |
revol_util is highly correlated with revol_bal | High correlation |
verification_status_Source Verified is highly correlated with verification_status_Verified | High correlation |
term is highly correlated with int_rate | High correlation |
int_rate is highly correlated with term and 2 other fields | High correlation |
loan_status is highly correlated with last_credit_pull_d_month | High correlation |
purpose_debt_consolidation is highly correlated with purpose_credit_card | High correlation |
grade is highly correlated with int_rate and 1 other fields | High correlation |
last_credit_pull_d_month is highly correlated with loan_status | High correlation |
open_acc is highly correlated with total_acc | High correlation |
installment is highly correlated with loan_amnt | High correlation |
verification_status_Verified is highly correlated with verification_status_Source Verified and 1 other fields | High correlation |
purpose_credit_card is highly correlated with purpose_debt_consolidation | High correlation |
revol_bal is highly correlated with revol_util | High correlation |
region_South is highly correlated with region_Pacific and 1 other fields | High correlation |
loan_amnt is highly correlated with installment and 1 other fields | High correlation |
total_acc is highly correlated with open_acc | High correlation |
fico_average is highly correlated with int_rate and 1 other fields | High correlation |
df_index has unique values | Unique |
grade has 9374 (25.8%) zeros | Zeros |
emp_length has 3105 (8.6%) zeros | Zeros |
delinq_2yrs has 32338 (89.1%) zeros | Zeros |
inq_last_6mths has 17611 (48.5%) zeros | Zeros |
revol_bal has 880 (2.4%) zeros | Zeros |
revol_util has 887 (2.4%) zeros | Zeros |
earliest_cr_line_month has 2473 (6.8%) zeros | Zeros |
last_credit_pull_d_month has 1965 (5.4%) zeros | Zeros |
Reproduction
| Analysis started | 2021-08-09 00:59:44.712773 |
|---|---|
| Analysis finished | 2021-08-09 01:02:51.272521 |
| Duration | 3 minutes and 6.56 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 36293 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20369.09889 |
| Minimum | 0 |
|---|---|
| Maximum | 39734 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 283.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2099.2 |
| Q1 | 10659 |
| median | 20618 |
| Q3 | 30242 |
| 95-th percentile | 37836.4 |
| Maximum | 39734 |
| Range | 39734 |
| Interquartile range (IQR) | 19583 |
Descriptive statistics
| Standard deviation | 11405.49018 |
|---|---|
| Coefficient of variation (CV) | 0.5599408321 |
| Kurtosis | -1.179397689 |
| Mean | 20369.09889 |
| Median Absolute Deviation (MAD) | 9792 |
| Skewness | -0.05433916836 |
| Sum | 739255706 |
| Variance | 130085206.3 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 2047 | 1 | < 0.1% |
| 25894 | 1 | < 0.1% |
| 15661 | 1 | < 0.1% |
| 13612 | 1 | < 0.1% |
| 1322 | 1 | < 0.1% |
| 7465 | 1 | < 0.1% |
| 5416 | 1 | < 0.1% |
| 27943 | 1 | < 0.1% |
| 32037 | 1 | < 0.1% |
| 11567 | 1 | < 0.1% |
| Other values (36283) | 36283 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 39734 | 1 | |
| 39733 | 1 | |
| 39732 | 1 | |
| 39731 | 1 | |
| 39730 | 1 | |
| 39727 | 1 | |
| 39726 | 1 | |
| 39725 | 1 | |
| 39724 | 1 | |
| 39723 | 1 |
| Distinct | 846 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10615.8481 |
| Minimum | 500 |
|---|---|
| Maximum | 33425 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 283.7 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2400 |
| Q1 | 5250 |
| median | 9600 |
| Q3 | 15000 |
| 95-th percentile | 25000 |
| Maximum | 33425 |
| Range | 32925 |
| Interquartile range (IQR) | 9750 |
Descriptive statistics
| Standard deviation | 6600.741195 |
|---|---|
| Coefficient of variation (CV) | 0.6217818053 |
| Kurtosis | 0.03553042153 |
| Mean | 10615.8481 |
| Median Absolute Deviation (MAD) | 4600 |
| Skewness | 0.8294382842 |
| Sum | 385280975 |
| Variance | 43569784.32 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 2685 | 7.4% |
| 12000 | 2208 | 6.1% |
| 5000 | 1906 | 5.3% |
| 6000 | 1812 | 5.0% |
| 15000 | 1775 | 4.9% |
| 8000 | 1515 | 4.2% |
| 20000 | 1478 | 4.1% |
| 25000 | 1211 | 3.3% |
| 4000 | 1084 | 3.0% |
| 7000 | 974 | 2.7% |
| Other values (836) | 19645 |
| Value | Count | Frequency (%) |
| 500 | 4 | < 0.1% |
| 725 | 1 | < 0.1% |
| 750 | 1 | < 0.1% |
| 800 | 1 | < 0.1% |
| 900 | 2 | < 0.1% |
| 950 | 1 | < 0.1% |
| 1000 | 264 | |
| 1050 | 4 | < 0.1% |
| 1075 | 1 | < 0.1% |
| 1100 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 33425 | 2 | < 0.1% |
| 33000 | 5 | < 0.1% |
| 32875 | 1 | < 0.1% |
| 32525 | 1 | < 0.1% |
| 32500 | 2 | < 0.1% |
| 32400 | 2 | < 0.1% |
| 32350 | 3 | < 0.1% |
| 32250 | 1 | < 0.1% |
| 32000 | 21 | |
| 31825 | 6 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 36 | |
|---|---|
| 60 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 72586 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 |
|---|---|
| 2nd row | 60 |
| 3rd row | 36 |
| 4th row | 36 |
| 5th row | 36 |
Common Values
| Value | Count | Frequency (%) |
| 36 | 27189 | |
| 60 | 9104 | 25.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 36 | 27189 | |
| 60 | 9104 | 25.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 36293 | |
| 3 | 27189 | |
| 0 | 9104 | 12.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 72586 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 36293 | |
| 3 | 27189 | |
| 0 | 9104 | 12.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 72586 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 6 | 36293 | |
| 3 | 27189 | |
| 0 | 9104 | 12.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 72586 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 6 | 36293 | |
| 3 | 27189 | |
| 0 | 9104 | 12.5% |
| Distinct | 363 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.91459813 |
| Minimum | 5.42 |
|---|---|
| Maximum | 22.94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 283.7 KiB |
Quantile statistics
| Minimum | 5.42 |
|---|---|
| 5-th percentile | 6.17 |
| Q1 | 8.94 |
| median | 11.78 |
| Q3 | 14.35 |
| 95-th percentile | 18.25 |
| Maximum | 22.94 |
| Range | 17.52 |
| Interquartile range (IQR) | 5.41 |
Descriptive statistics
| Standard deviation | 3.636127727 |
|---|---|
| Coefficient of variation (CV) | 0.3051825741 |
| Kurtosis | -0.4941361328 |
| Mean | 11.91459813 |
| Median Absolute Deviation (MAD) | 2.57 |
| Skewness | 0.2616253431 |
| Sum | 432416.51 |
| Variance | 13.22142485 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10.99 | 891 | 2.5% |
| 11.49 | 771 | 2.1% |
| 7.51 | 736 | 2.0% |
| 13.49 | 730 | 2.0% |
| 7.88 | 687 | 1.9% |
| 7.49 | 614 | 1.7% |
| 9.99 | 562 | 1.5% |
| 7.9 | 525 | 1.4% |
| 11.71 | 517 | 1.4% |
| 5.42 | 514 | 1.4% |
| Other values (353) | 29746 |
| Value | Count | Frequency (%) |
| 5.42 | 514 | |
| 5.79 | 383 | |
| 5.99 | 323 | |
| 6 | 18 | < 0.1% |
| 6.03 | 403 | |
| 6.17 | 229 | |
| 6.39 | 52 | 0.1% |
| 6.54 | 297 | |
| 6.62 | 367 | |
| 6.76 | 157 | 0.4% |
| Value | Count | Frequency (%) |
| 22.94 | 2 | < 0.1% |
| 22.85 | 7 | < 0.1% |
| 22.74 | 9 | < 0.1% |
| 22.64 | 1 | < 0.1% |
| 22.48 | 11 | |
| 22.35 | 14 | |
| 22.11 | 23 | |
| 22.06 | 22 | |
| 21.82 | 2 | < 0.1% |
| 21.74 | 25 |
| Distinct | 14333 |
|---|---|
| Distinct (%) | 39.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 309.9563985 |
| Minimum | 15.69 |
|---|---|
| Maximum | 948.47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 283.7 KiB |
Quantile statistics
| Minimum | 15.69 |
|---|---|
| 5-th percentile | 71.2 |
| Q1 | 165.38 |
| median | 274.45 |
| Q3 | 410.02 |
| 95-th percentile | 684.04 |
| Maximum | 948.47 |
| Range | 932.78 |
| Interquartile range (IQR) | 244.64 |
Descriptive statistics
| Standard deviation | 188.0442444 |
|---|---|
| Coefficient of variation (CV) | 0.6066796663 |
| Kurtosis | 0.4188843934 |
| Mean | 309.9563985 |
| Median Absolute Deviation (MAD) | 117.99 |
| Skewness | 0.9113804374 |
| Sum | 11249247.57 |
| Variance | 35360.63785 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 311.11 | 67 | 0.2% |
| 311.02 | 54 | 0.1% |
| 180.96 | 53 | 0.1% |
| 150.8 | 46 | 0.1% |
| 368.45 | 45 | 0.1% |
| 339.31 | 42 | 0.1% |
| 372.12 | 41 | 0.1% |
| 186.61 | 41 | 0.1% |
| 330.76 | 40 | 0.1% |
| 317.72 | 39 | 0.1% |
| Other values (14323) | 35825 |
| Value | Count | Frequency (%) |
| 15.69 | 1 | |
| 16.25 | 1 | |
| 16.31 | 1 | |
| 16.47 | 1 | |
| 19.87 | 1 | |
| 20.22 | 1 | |
| 21.25 | 1 | |
| 21.74 | 1 | |
| 21.81 | 1 | |
| 21.99 | 1 |
| Value | Count | Frequency (%) |
| 948.47 | 1 | < 0.1% |
| 946.89 | 2 | < 0.1% |
| 945.94 | 1 | < 0.1% |
| 945.35 | 2 | < 0.1% |
| 943.3 | 1 | < 0.1% |
| 939.26 | 1 | < 0.1% |
| 938.71 | 5 | |
| 938.31 | 1 | < 0.1% |
| 935.83 | 1 | < 0.1% |
| 934.55 | 1 | < 0.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.54219822 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 9374 |
| Zeros (%) | 25.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 141.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.359563724 |
|---|---|
| Coefficient of variation (CV) | 0.8815752126 |
| Kurtosis | 0.06126521134 |
| Mean | 1.54219822 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7893241789 |
| Sum | 55971 |
| Variance | 1.848413519 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 11102 | |
| 0 | 9374 | |
| 2 | 7458 | |
| 3 | 4810 | |
| 4 | 2447 | 6.7% |
| 5 | 877 | 2.4% |
| 6 | 225 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 9374 | |
| 1 | 11102 | |
| 2 | 7458 | |
| 3 | 4810 | |
| 4 | 2447 | 6.7% |
| 5 | 877 | 2.4% |
| 6 | 225 | 0.6% |
| Value | Count | Frequency (%) |
| 6 | 225 | 0.6% |
| 5 | 877 | 2.4% |
| 4 | 2447 | 6.7% |
| 3 | 4810 | |
| 2 | 7458 | |
| 1 | 11102 | |
| 0 | 9374 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.035020527 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 3105 |
| Zeros (%) | 8.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 141.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.227703059 |
|---|---|
| Coefficient of variation (CV) | 0.7999223392 |
| Kurtosis | -0.8817151312 |
| Mean | 4.035020527 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.6181271588 |
| Sum | 146443 |
| Variance | 10.41806704 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 8014 | |
| 10 | 4376 | |
| 2 | 4181 | |
| 3 | 3905 | |
| 4 | 3266 | |
| 5 | 3121 | 8.6% |
| 0 | 3105 | 8.6% |
| 6 | 2103 | 5.8% |
| 7 | 1660 | 4.6% |
| 8 | 1373 | 3.8% |
| Value | Count | Frequency (%) |
| 0 | 3105 | 8.6% |
| 1 | 8014 | |
| 2 | 4181 | |
| 3 | 3905 | |
| 4 | 3266 | |
| 5 | 3121 | 8.6% |
| 6 | 2103 | 5.8% |
| 7 | 1660 | 4.6% |
| 8 | 1373 | 3.8% |
| 9 | 1189 | 3.3% |
| Value | Count | Frequency (%) |
| 10 | 4376 | |
| 9 | 1189 | 3.3% |
| 8 | 1373 | 3.8% |
| 7 | 1660 | 4.6% |
| 6 | 2103 | 5.8% |
| 5 | 3121 | 8.6% |
| 4 | 3266 | |
| 3 | 3905 | |
| 2 | 4181 | |
| 1 | 8014 |
annual_inc
Real number (ℝ≥0)
| Distinct | 4770 |
|---|---|
| Distinct (%) | 13.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64296.72563 |
| Minimum | 4000 |
|---|---|
| Maximum | 262000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 283.7 KiB |
Quantile statistics
| Minimum | 4000 |
|---|---|
| 5-th percentile | 24000 |
| Q1 | 40000 |
| median | 57000 |
| Q3 | 80000 |
| 95-th percentile | 130000 |
| Maximum | 262000 |
| Range | 258000 |
| Interquartile range (IQR) | 40000 |
Descriptive statistics
| Standard deviation | 34193.39218 |
|---|---|
| Coefficient of variation (CV) | 0.5318061199 |
| Kurtosis | 3.700691557 |
| Mean | 64296.72563 |
| Median Absolute Deviation (MAD) | 18000 |
| Skewness | 1.552907374 |
| Sum | 2333521063 |
| Variance | 1169188069 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 1437 | 4.0% |
| 50000 | 1014 | 2.8% |
| 40000 | 845 | 2.3% |
| 45000 | 802 | 2.2% |
| 30000 | 780 | 2.1% |
| 65000 | 756 | 2.1% |
| 75000 | 754 | 2.1% |
| 70000 | 690 | 1.9% |
| 48000 | 689 | 1.9% |
| 55000 | 633 | 1.7% |
| Other values (4760) | 27893 |
| Value | Count | Frequency (%) |
| 4000 | 1 | < 0.1% |
| 4080 | 1 | < 0.1% |
| 4800 | 1 | < 0.1% |
| 5000 | 1 | < 0.1% |
| 5500 | 1 | < 0.1% |
| 6000 | 5 | |
| 7000 | 1 | < 0.1% |
| 7200 | 3 | |
| 7500 | 1 | < 0.1% |
| 7800 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 262000 | 1 | < 0.1% |
| 260735 | 1 | < 0.1% |
| 260000 | 6 | < 0.1% |
| 259000 | 1 | < 0.1% |
| 258000 | 1 | < 0.1% |
| 255000 | 1 | < 0.1% |
| 252000 | 1 | < 0.1% |
| 250000 | 28 | |
| 249999.96 | 1 | < 0.1% |
| 249996 | 3 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 31183 | |
| 0 | 5110 | 14.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 31183 | |
| 0 | 5110 | 14.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 31183 | |
| 0 | 5110 | 14.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 31183 | |
| 0 | 5110 | 14.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 31183 | |
| 0 | 5110 | 14.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 31183 | |
| 0 | 5110 | 14.1% |
dti
Real number (ℝ≥0)
| Distinct | 2845 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.30177197 |
| Minimum | 0 |
|---|---|
| Maximum | 29.99 |
| Zeros | 162 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 283.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.16 |
| Q1 | 8.17 |
| median | 13.39 |
| Q3 | 18.57 |
| 95-th percentile | 23.82 |
| Maximum | 29.99 |
| Range | 29.99 |
| Interquartile range (IQR) | 10.4 |
Descriptive statistics
| Standard deviation | 6.66047643 |
|---|---|
| Coefficient of variation (CV) | 0.5007209901 |
| Kurtosis | -0.851497575 |
| Mean | 13.30177197 |
| Median Absolute Deviation (MAD) | 5.2 |
| Skewness | -0.0257830506 |
| Sum | 482761.21 |
| Variance | 44.36194627 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 162 | 0.4% |
| 18 | 42 | 0.1% |
| 12 | 41 | 0.1% |
| 13.2 | 38 | 0.1% |
| 16.8 | 37 | 0.1% |
| 12.48 | 36 | 0.1% |
| 19.2 | 35 | 0.1% |
| 14.29 | 34 | 0.1% |
| 20.4 | 33 | 0.1% |
| 21.6 | 33 | 0.1% |
| Other values (2835) | 35802 |
| Value | Count | Frequency (%) |
| 0 | 162 | |
| 0.01 | 2 | < 0.1% |
| 0.02 | 5 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.04 | 3 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.07 | 5 | < 0.1% |
| 0.08 | 5 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 29.99 | 1 | < 0.1% |
| 29.95 | 1 | < 0.1% |
| 29.93 | 3 | |
| 29.92 | 2 | |
| 29.89 | 1 | < 0.1% |
| 29.88 | 1 | < 0.1% |
| 29.86 | 1 | < 0.1% |
| 29.85 | 1 | < 0.1% |
| 29.82 | 1 | < 0.1% |
| 29.79 | 1 | < 0.1% |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1474389001 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 32338 |
| Zeros (%) | 89.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 283.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4954341971 |
|---|---|
| Coefficient of variation (CV) | 3.36026786 |
| Kurtosis | 40.4189354 |
| Mean | 0.1474389001 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.074990062 |
| Sum | 5351 |
| Variance | 0.2454550437 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32338 | |
| 1 | 3029 | 8.3% |
| 2 | 625 | 1.7% |
| 3 | 205 | 0.6% |
| 4 | 57 | 0.2% |
| 5 | 21 | 0.1% |
| 6 | 10 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 2 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32338 | |
| 1 | 3029 | 8.3% |
| 2 | 625 | 1.7% |
| 3 | 205 | 0.6% |
| 4 | 57 | 0.2% |
| 5 | 21 | 0.1% |
| 6 | 10 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 11 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 4 | < 0.1% |
| 6 | 10 | < 0.1% |
| 5 | 21 | 0.1% |
| 4 | 57 | 0.2% |
| 3 | 205 | 0.6% |
| 2 | 625 | 1.7% |
| 1 | 3029 |
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8683492685 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 17611 |
| Zeros (%) | 48.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 283.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.064322947 |
|---|---|
| Coefficient of variation (CV) | 1.225685315 |
| Kurtosis | 2.350606972 |
| Mean | 0.8683492685 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.35523876 |
| Sum | 31515 |
| Variance | 1.132783335 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17611 | |
| 1 | 10044 | |
| 2 | 5321 | 14.7% |
| 3 | 2807 | 7.7% |
| 4 | 285 | 0.8% |
| 5 | 134 | 0.4% |
| 6 | 51 | 0.1% |
| 7 | 28 | 0.1% |
| 8 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 17611 | |
| 1 | 10044 | |
| 2 | 5321 | 14.7% |
| 3 | 2807 | 7.7% |
| 4 | 285 | 0.8% |
| 5 | 134 | 0.4% |
| 6 | 51 | 0.1% |
| 7 | 28 | 0.1% |
| 8 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 12 | < 0.1% |
| 7 | 28 | 0.1% |
| 6 | 51 | 0.1% |
| 5 | 134 | 0.4% |
| 4 | 285 | 0.8% |
| 3 | 2807 | 7.7% |
| 2 | 5321 | 14.7% |
| 1 | 10044 | |
| 0 | 17611 |
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.201636679 |
| Minimum | 2 |
|---|---|
| Maximum | 42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 283.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 9 |
| Q3 | 12 |
| 95-th percentile | 17 |
| Maximum | 42 |
| Range | 40 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.343524842 |
|---|---|
| Coefficient of variation (CV) | 0.4720382899 |
| Kurtosis | 1.686392541 |
| Mean | 9.201636679 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.010533437 |
| Sum | 333955 |
| Variance | 18.86620806 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 3737 | |
| 6 | 3691 | |
| 8 | 3619 | |
| 9 | 3432 | |
| 5 | 2973 | 8.2% |
| 10 | 2906 | 8.0% |
| 11 | 2491 | 6.9% |
| 4 | 2195 | 6.0% |
| 12 | 2069 | 5.7% |
| 13 | 1716 | 4.7% |
| Other values (29) | 7464 |
| Value | Count | Frequency (%) |
| 2 | 536 | 1.5% |
| 3 | 1393 | 3.8% |
| 4 | 2195 | |
| 5 | 2973 | |
| 6 | 3691 | |
| 7 | 3737 | |
| 8 | 3619 | |
| 9 | 3432 | |
| 10 | 2906 | |
| 11 | 2491 |
| Value | Count | Frequency (%) |
| 42 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 36 | 2 | < 0.1% |
| 35 | 3 | |
| 34 | 5 | |
| 33 | 3 | |
| 32 | 2 | < 0.1% |
| 31 | 7 |
pub_rec
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1888 |
| 2.0 | 46 |
| 3.0 | 8 |
| 4.0 | 2 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 108879 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 34349 | |
| 1.0 | 1888 | 5.2% |
| 2.0 | 46 | 0.1% |
| 3.0 | 8 | < 0.1% |
| 4.0 | 2 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 34349 | |
| 1.0 | 1888 | 5.2% |
| 2.0 | 46 | 0.1% |
| 3.0 | 8 | < 0.1% |
| 4.0 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 70642 | |
| . | 36293 | |
| 1 | 1888 | 1.7% |
| 2 | 46 | < 0.1% |
| 3 | 8 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 72586 | |
| Other Punctuation | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 70642 | |
| 1 | 1888 | 2.6% |
| 2 | 46 | 0.1% |
| 3 | 8 | < 0.1% |
| 4 | 2 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 36293 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 108879 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 70642 | |
| . | 36293 | |
| 1 | 1888 | 1.7% |
| 2 | 46 | < 0.1% |
| 3 | 8 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 108879 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 70642 | |
| . | 36293 | |
| 1 | 1888 | 1.7% |
| 2 | 46 | < 0.1% |
| 3 | 8 | < 0.1% |
| 4 | 2 | < 0.1% |
| Distinct | 19911 |
|---|---|
| Distinct (%) | 54.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11507.32706 |
| Minimum | 0 |
|---|---|
| Maximum | 61126 |
| Zeros | 880 |
| Zeros (%) | 2.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 283.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 320.6 |
| Q1 | 3580 |
| median | 8500 |
| Q3 | 15964 |
| 95-th percentile | 33972.8 |
| Maximum | 61126 |
| Range | 61126 |
| Interquartile range (IQR) | 12384 |
Descriptive statistics
| Standard deviation | 10851.19799 |
|---|---|
| Coefficient of variation (CV) | 0.9429816263 |
| Kurtosis | 2.959222646 |
| Mean | 11507.32706 |
| Median Absolute Deviation (MAD) | 5686 |
| Skewness | 1.616778891 |
| Sum | 417635421 |
| Variance | 117748497.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 880 | 2.4% |
| 298 | 14 | < 0.1% |
| 255 | 14 | < 0.1% |
| 1 | 11 | < 0.1% |
| 682 | 10 | < 0.1% |
| 1159 | 9 | < 0.1% |
| 39 | 9 | < 0.1% |
| 798 | 9 | < 0.1% |
| 1763 | 9 | < 0.1% |
| 346 | 9 | < 0.1% |
| Other values (19901) | 35319 |
| Value | Count | Frequency (%) |
| 0 | 880 | |
| 1 | 11 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 6 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 7 | < 0.1% |
| 6 | 8 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 61126 | 1 | |
| 61056 | 1 | |
| 61034 | 1 | |
| 61007 | 1 | |
| 60936 | 1 | |
| 60914 | 1 | |
| 60902 | 1 | |
| 60767 | 1 | |
| 60732 | 1 | |
| 60713 | 1 |
| Distinct | 1085 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.63212024 |
| Minimum | 0 |
|---|---|
| Maximum | 99.9 |
| Zeros | 887 |
| Zeros (%) | 2.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 283.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.7 |
| Q1 | 25.3 |
| median | 49 |
| Q3 | 72.1 |
| 95-th percentile | 93.5 |
| Maximum | 99.9 |
| Range | 99.9 |
| Interquartile range (IQR) | 46.8 |
Descriptive statistics
| Standard deviation | 28.26541893 |
|---|---|
| Coefficient of variation (CV) | 0.5812088551 |
| Kurtosis | -1.102439312 |
| Mean | 48.63212024 |
| Median Absolute Deviation (MAD) | 23.4 |
| Skewness | -0.02541723555 |
| Sum | 1765005.54 |
| Variance | 798.9339073 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 887 | 2.4% |
| 0.2 | 62 | 0.2% |
| 63 | 60 | 0.2% |
| 40.7 | 58 | 0.2% |
| 66.7 | 56 | 0.2% |
| 46.4 | 55 | 0.2% |
| 0.1 | 54 | 0.1% |
| 31.2 | 53 | 0.1% |
| 61 | 53 | 0.1% |
| 27.2 | 52 | 0.1% |
| Other values (1075) | 34903 |
| Value | Count | Frequency (%) |
| 0 | 887 | |
| 0.01 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.1 | 54 | 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.2 | 62 | 0.2% |
| 0.3 | 40 | 0.1% |
| Value | Count | Frequency (%) |
| 99.9 | 22 | |
| 99.8 | 21 | |
| 99.7 | 28 | |
| 99.6 | 20 | |
| 99.5 | 23 | |
| 99.4 | 21 | |
| 99.3 | 25 | |
| 99.2 | 16 | |
| 99.1 | 23 | |
| 99 | 27 |
| Distinct | 81 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.72986526 |
| Minimum | 2 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 283.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 13 |
| median | 20 |
| Q3 | 28 |
| 95-th percentile | 43 |
| Maximum | 90 |
| Range | 88 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 11.25061885 |
|---|---|
| Coefficient of variation (CV) | 0.5177491307 |
| Kurtosis | 0.764402394 |
| Mean | 21.72986526 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.8502515501 |
| Sum | 788642 |
| Variance | 126.5764245 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 1373 | 3.8% |
| 15 | 1370 | 3.8% |
| 16 | 1365 | 3.8% |
| 17 | 1345 | 3.7% |
| 20 | 1331 | 3.7% |
| 18 | 1315 | 3.6% |
| 13 | 1310 | 3.6% |
| 21 | 1297 | 3.6% |
| 12 | 1256 | 3.5% |
| 19 | 1247 | 3.4% |
| Other values (71) | 23084 |
| Value | Count | Frequency (%) |
| 2 | 3 | < 0.1% |
| 3 | 169 | 0.5% |
| 4 | 394 | 1.1% |
| 5 | 520 | |
| 6 | 646 | |
| 7 | 786 | |
| 8 | 957 | |
| 9 | 1021 | |
| 10 | 1121 | |
| 11 | 1200 |
| Value | Count | Frequency (%) |
| 90 | 1 | |
| 87 | 1 | |
| 81 | 1 | |
| 80 | 1 | |
| 79 | 1 | |
| 78 | 1 | |
| 76 | 1 | |
| 75 | 2 | |
| 74 | 1 | |
| 73 | 1 |
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 716.403604 |
| Minimum | 632 |
|---|---|
| Maximum | 827 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 283.7 KiB |
Quantile statistics
| Minimum | 632 |
|---|---|
| 5-th percentile | 667 |
| Q1 | 687 |
| median | 712 |
| Q3 | 742 |
| 95-th percentile | 782 |
| Maximum | 827 |
| Range | 195 |
| Interquartile range (IQR) | 55 |
Descriptive statistics
| Standard deviation | 35.63689545 |
|---|---|
| Coefficient of variation (CV) | 0.04974415993 |
| Kurtosis | -0.5454643541 |
| Mean | 716.403604 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.4745307574 |
| Sum | 26000436 |
| Variance | 1269.988317 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 702 | 1953 | 5.4% |
| 687 | 1943 | 5.4% |
| 682 | 1894 | 5.2% |
| 692 | 1893 | 5.2% |
| 697 | 1893 | 5.2% |
| 722 | 1695 | 4.7% |
| 677 | 1693 | 4.7% |
| 707 | 1682 | 4.6% |
| 727 | 1650 | 4.5% |
| 717 | 1631 | 4.5% |
| Other values (25) | 18366 |
| Value | Count | Frequency (%) |
| 632 | 1 | < 0.1% |
| 662 | 1323 | |
| 667 | 1510 | |
| 672 | 1555 | |
| 677 | 1693 | |
| 682 | 1894 | |
| 687 | 1943 | |
| 692 | 1893 | |
| 697 | 1893 | |
| 702 | 1953 |
| Value | Count | Frequency (%) |
| 827 | 1 | < 0.1% |
| 822 | 16 | < 0.1% |
| 817 | 22 | 0.1% |
| 812 | 105 | 0.3% |
| 807 | 164 | 0.5% |
| 802 | 211 | |
| 797 | 291 | |
| 792 | 377 | |
| 787 | 353 | |
| 782 | 503 |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.686110269 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 2473 |
| Zeros (%) | 6.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 141.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 11 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 3.510318308 |
|---|---|
| Coefficient of variation (CV) | 0.6173496717 |
| Kurtosis | -1.306359247 |
| Mean | 5.686110269 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.03099699287 |
| Sum | 206366 |
| Variance | 12.32233462 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 3761 | |
| 2 | 3715 | |
| 9 | 3632 | |
| 11 | 3297 | |
| 4 | 3163 | |
| 1 | 3001 | |
| 5 | 2790 | |
| 6 | 2685 | |
| 8 | 2646 | |
| 3 | 2605 | |
| Other values (2) | 4998 |
| Value | Count | Frequency (%) |
| 0 | 2473 | |
| 1 | 3001 | |
| 2 | 3715 | |
| 3 | 2605 | |
| 4 | 3163 | |
| 5 | 2790 | |
| 6 | 2685 | |
| 7 | 2525 | |
| 8 | 2646 | |
| 9 | 3632 |
| Value | Count | Frequency (%) |
| 11 | 3297 | |
| 10 | 3761 | |
| 9 | 3632 | |
| 8 | 2646 | |
| 7 | 2525 | |
| 6 | 2685 | |
| 5 | 2790 | |
| 4 | 3163 | |
| 3 | 2605 | |
| 2 | 3715 |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.391590665 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 1965 |
| Zeros (%) | 5.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 141.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 9 |
| Q3 | 11 |
| 95-th percentile | 11 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 3.853328491 |
|---|---|
| Coefficient of variation (CV) | 0.5213124841 |
| Kurtosis | -1.146736968 |
| Mean | 7.391590665 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.5768306573 |
| Sum | 268263 |
| Variance | 14.84814046 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 15027 | |
| 7 | 2416 | 6.7% |
| 3 | 2320 | 6.4% |
| 1 | 2220 | 6.1% |
| 5 | 2097 | 5.8% |
| 0 | 1965 | 5.4% |
| 8 | 1919 | 5.3% |
| 6 | 1811 | 5.0% |
| 2 | 1752 | 4.8% |
| 9 | 1627 | 4.5% |
| Other values (2) | 3139 | 8.6% |
| Value | Count | Frequency (%) |
| 0 | 1965 | |
| 1 | 2220 | |
| 2 | 1752 | |
| 3 | 2320 | |
| 4 | 1561 | |
| 5 | 2097 | |
| 6 | 1811 | |
| 7 | 2416 | |
| 8 | 1919 | |
| 9 | 1627 |
| Value | Count | Frequency (%) |
| 11 | 15027 | |
| 10 | 1578 | 4.3% |
| 9 | 1627 | 4.5% |
| 8 | 1919 | 5.3% |
| 7 | 2416 | 6.7% |
| 6 | 1811 | 5.0% |
| 5 | 2097 | 5.8% |
| 4 | 1561 | 4.3% |
| 3 | 2320 | 6.4% |
| 2 | 1752 | 4.8% |
home_ownership_NONE
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 36292 | |
| 1 | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 36292 | |
| 1 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 36292 | |
| 1 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 36292 | |
| 1 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 36292 | |
| 1 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 36292 | |
| 1 | 1 | < 0.1% |
home_ownership_OTHER
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 94 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 36199 | |
| 1 | 94 | 0.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 36199 | |
| 1 | 94 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 36199 | |
| 1 | 94 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 36199 | |
| 1 | 94 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 36199 | |
| 1 | 94 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 36199 | |
| 1 | 94 | 0.3% |
home_ownership_OWN
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 2699 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 33594 | |
| 1 | 2699 | 7.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 33594 | |
| 1 | 2699 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 33594 | |
| 1 | 2699 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 33594 | |
| 1 | 2699 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 33594 | |
| 1 | 2699 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 33594 | |
| 1 | 2699 | 7.4% |
home_ownership_RENT
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 18374 | |
| 1 | 17919 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 18374 | |
| 1 | 17919 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 18374 | |
| 1 | 17919 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 18374 | |
| 1 | 17919 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 18374 | |
| 1 | 17919 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 18374 | |
| 1 | 17919 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 26967 | |
| 1 | 9326 | 25.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 26967 | |
| 1 | 9326 | 25.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 26967 | |
| 1 | 9326 | 25.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 26967 | |
| 1 | 9326 | 25.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 26967 | |
| 1 | 9326 | 25.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 26967 | |
| 1 | 9326 | 25.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 25361 | |
| 1 | 10932 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 25361 | |
| 1 | 10932 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 25361 | |
| 1 | 10932 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 25361 | |
| 1 | 10932 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 25361 | |
| 1 | 10932 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 25361 | |
| 1 | 10932 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 31612 | |
| 1 | 4681 | 12.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 31612 | |
| 1 | 4681 | 12.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 31612 | |
| 1 | 4681 | 12.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 31612 | |
| 1 | 4681 | 12.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 31612 | |
| 1 | 4681 | 12.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 31612 | |
| 1 | 4681 | 12.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 19197 | |
| 1 | 17096 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 19197 | |
| 1 | 17096 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 19197 | |
| 1 | 17096 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 19197 | |
| 1 | 17096 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 19197 | |
| 1 | 17096 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 19197 | |
| 1 | 17096 |
purpose_educational
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 301 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 35992 | |
| 1 | 301 | 0.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 35992 | |
| 1 | 301 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 35992 | |
| 1 | 301 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 35992 | |
| 1 | 301 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 35992 | |
| 1 | 301 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 35992 | |
| 1 | 301 | 0.8% |
purpose_home_improvement
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 2627 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 33666 | |
| 1 | 2627 | 7.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 33666 | |
| 1 | 2627 | 7.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 33666 | |
| 1 | 2627 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 33666 | |
| 1 | 2627 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 33666 | |
| 1 | 2627 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 33666 | |
| 1 | 2627 | 7.2% |
purpose_house
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 336 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 35957 | |
| 1 | 336 | 0.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 35957 | |
| 1 | 336 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 35957 | |
| 1 | 336 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 35957 | |
| 1 | 336 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 35957 | |
| 1 | 336 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 35957 | |
| 1 | 336 | 0.9% |
purpose_major_purchase
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 2049 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 34244 | |
| 1 | 2049 | 5.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 34244 | |
| 1 | 2049 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 34244 | |
| 1 | 2049 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 34244 | |
| 1 | 2049 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 34244 | |
| 1 | 2049 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 34244 | |
| 1 | 2049 | 5.6% |
purpose_medical
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 642 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 35651 | |
| 1 | 642 | 1.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 35651 | |
| 1 | 642 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 35651 | |
| 1 | 642 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 35651 | |
| 1 | 642 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 35651 | |
| 1 | 642 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 35651 | |
| 1 | 642 | 1.8% |
purpose_moving
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 544 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 35749 | |
| 1 | 544 | 1.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 35749 | |
| 1 | 544 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 35749 | |
| 1 | 544 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 35749 | |
| 1 | 544 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 35749 | |
| 1 | 544 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 35749 | |
| 1 | 544 | 1.5% |
purpose_other
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 32660 | |
| 1 | 3633 | 10.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 32660 | |
| 1 | 3633 | 10.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 32660 | |
| 1 | 3633 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 32660 | |
| 1 | 3633 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 32660 | |
| 1 | 3633 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 32660 | |
| 1 | 3633 | 10.0% |
purpose_renewable_energy
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 90 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 36203 | |
| 1 | 90 | 0.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 36203 | |
| 1 | 90 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 36203 | |
| 1 | 90 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 36203 | |
| 1 | 90 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 36203 | |
| 1 | 90 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 36203 | |
| 1 | 90 | 0.2% |
purpose_small_business
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 1597 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 34696 | |
| 1 | 1597 | 4.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 34696 | |
| 1 | 1597 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 34696 | |
| 1 | 1597 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 34696 | |
| 1 | 1597 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 34696 | |
| 1 | 1597 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 34696 | |
| 1 | 1597 | 4.4% |
purpose_vacation
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 344 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 35949 | |
| 1 | 344 | 0.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 35949 | |
| 1 | 344 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 35949 | |
| 1 | 344 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 35949 | |
| 1 | 344 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 35949 | |
| 1 | 344 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 35949 | |
| 1 | 344 | 0.9% |
purpose_wedding
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 903 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 35390 | |
| 1 | 903 | 2.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 35390 | |
| 1 | 903 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 35390 | |
| 1 | 903 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 35390 | |
| 1 | 903 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 35390 | |
| 1 | 903 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 35390 | |
| 1 | 903 | 2.5% |
region_Mountain
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 2519 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 33774 | |
| 1 | 2519 | 6.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 33774 | |
| 1 | 2519 | 6.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 33774 | |
| 1 | 2519 | 6.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 33774 | |
| 1 | 2519 | 6.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 33774 | |
| 1 | 2519 | 6.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 33774 | |
| 1 | 2519 | 6.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 27409 | |
| 1 | 8884 | 24.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 27409 | |
| 1 | 8884 | 24.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 27409 | |
| 1 | 8884 | 24.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 27409 | |
| 1 | 8884 | 24.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 27409 | |
| 1 | 8884 | 24.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 27409 | |
| 1 | 8884 | 24.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 28392 | |
| 1 | 7901 | 21.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 28392 | |
| 1 | 7901 | 21.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 28392 | |
| 1 | 7901 | 21.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 28392 | |
| 1 | 7901 | 21.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 28392 | |
| 1 | 7901 | 21.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 28392 | |
| 1 | 7901 | 21.8% |
region_Plains
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 | 590 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 35703 | |
| 1 | 590 | 1.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 35703 | |
| 1 | 590 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 35703 | |
| 1 | 590 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 35703 | |
| 1 | 590 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 35703 | |
| 1 | 590 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 35703 | |
| 1 | 590 | 1.6% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 283.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 36293 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 24662 | |
| 1 | 11631 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 24662 | |
| 1 | 11631 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 24662 | |
| 1 | 11631 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36293 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 24662 | |
| 1 | 11631 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 36293 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 24662 | |
| 1 | 11631 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 24662 | |
| 1 | 11631 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | loan_amnt | term | int_rate | installment | grade | emp_length | annual_inc | loan_status | dti | delinq_2yrs | inq_last_6mths | open_acc | pub_rec | revol_bal | revol_util | total_acc | fico_average | earliest_cr_line_month | last_credit_pull_d_month | home_ownership_NONE | home_ownership_OTHER | home_ownership_OWN | home_ownership_RENT | verification_status_Source Verified | verification_status_Verified | purpose_credit_card | purpose_debt_consolidation | purpose_educational | purpose_home_improvement | purpose_house | purpose_major_purchase | purpose_medical | purpose_moving | purpose_other | purpose_renewable_energy | purpose_small_business | purpose_vacation | purpose_wedding | region_Mountain | region_Northeast | region_Pacific | region_Plains | region_South | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 5000.0 | 36 | 10.65 | 162.87 | 1 | 1 | 24000.0 | 1 | 27.65 | 0.0 | 1.0 | 3.0 | 0.0 | 13648.0 | 83.7 | 9.0 | 737.0 | 4 | 11 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 1 | 1 | 2500.0 | 60 | 15.27 | 59.83 | 2 | 10 | 30000.0 | 0 | 1.00 | 0.0 | 5.0 | 3.0 | 0.0 | 1687.0 | 9.4 | 4.0 | 742.0 | 0 | 11 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 2 | 2 | 2400.0 | 36 | 15.96 | 84.33 | 2 | 1 | 12252.0 | 1 | 8.72 | 0.0 | 2.0 | 2.0 | 0.0 | 2956.0 | 98.5 | 10.0 | 737.0 | 9 | 11 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 3 | 3 | 10000.0 | 36 | 13.49 | 339.31 | 2 | 1 | 49200.0 | 1 | 20.00 | 0.0 | 1.0 | 10.0 | 0.0 | 5598.0 | 21.0 | 37.0 | 692.0 | 3 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 4 | 5 | 5000.0 | 36 | 7.90 | 156.46 | 0 | 3 | 36000.0 | 1 | 11.20 | 0.0 | 3.0 | 9.0 | 0.0 | 7963.0 | 28.3 | 12.0 | 732.0 | 9 | 4 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 |
| 5 | 6 | 7000.0 | 60 | 15.96 | 170.08 | 2 | 8 | 47004.0 | 1 | 23.51 | 0.0 | 1.0 | 7.0 | 0.0 | 17726.0 | 85.6 | 11.0 | 692.0 | 5 | 11 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 6 | 7 | 3000.0 | 36 | 18.64 | 109.43 | 4 | 9 | 48000.0 | 1 | 5.35 | 0.0 | 2.0 | 4.0 | 0.0 | 8221.0 | 87.5 | 4.0 | 662.0 | 4 | 2 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 7 | 8 | 5600.0 | 60 | 21.28 | 152.39 | 5 | 4 | 40000.0 | 0 | 5.55 | 0.0 | 2.0 | 11.0 | 0.0 | 5210.0 | 32.6 | 13.0 | 677.0 | 0 | 11 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 8 | 9 | 5375.0 | 60 | 12.69 | 121.45 | 1 | 10 | 15000.0 | 0 | 18.08 | 0.0 | 0.0 | 2.0 | 0.0 | 9279.0 | 36.5 | 3.0 | 727.0 | 11 | 11 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 9 | 10 | 6500.0 | 60 | 14.65 | 153.45 | 2 | 5 | 72000.0 | 1 | 16.12 | 0.0 | 2.0 | 14.0 | 0.0 | 4032.0 | 20.6 | 23.0 | 697.0 | 4 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
Last rows
| df_index | loan_amnt | term | int_rate | installment | grade | emp_length | annual_inc | loan_status | dti | delinq_2yrs | inq_last_6mths | open_acc | pub_rec | revol_bal | revol_util | total_acc | fico_average | earliest_cr_line_month | last_credit_pull_d_month | home_ownership_NONE | home_ownership_OTHER | home_ownership_OWN | home_ownership_RENT | verification_status_Source Verified | verification_status_Verified | purpose_credit_card | purpose_debt_consolidation | purpose_educational | purpose_home_improvement | purpose_house | purpose_major_purchase | purpose_medical | purpose_moving | purpose_other | purpose_renewable_energy | purpose_small_business | purpose_vacation | purpose_wedding | region_Mountain | region_Northeast | region_Pacific | region_Plains | region_South | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 36283 | 39723 | 18500.0 | 36 | 15.33 | 644.30 | 5 | 0 | 90000.0 | 1 | 5.24 | 0.0 | 0.0 | 8.0 | 0.0 | 22379.0 | 62.2 | 15.0 | 662.0 | 10 | 3 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 36284 | 39724 | 4000.0 | 36 | 7.75 | 124.89 | 0 | 0 | 61800.0 | 1 | 3.46 | 0.0 | 0.0 | 12.0 | 0.0 | 1918.0 | 17.1 | 16.0 | 747.0 | 11 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 36285 | 39725 | 12750.0 | 36 | 15.33 | 444.05 | 5 | 0 | 60000.0 | 1 | 19.52 | 0.0 | 2.0 | 9.0 | 0.0 | 33074.0 | 68.8 | 9.0 | 667.0 | 7 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 36286 | 39726 | 5400.0 | 36 | 12.17 | 179.80 | 3 | 0 | 35000.0 | 1 | 7.10 | 0.0 | 2.0 | 10.0 | 0.0 | 2040.0 | 36.2 | 21.0 | 662.0 | 5 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 36287 | 39727 | 3000.0 | 36 | 8.70 | 94.98 | 1 | 5 | 62000.0 | 1 | 12.23 | 0.0 | 0.0 | 10.0 | 0.0 | 3678.0 | 30.7 | 14.0 | 737.0 | 3 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 36288 | 39730 | 3000.0 | 36 | 7.75 | 93.67 | 0 | 9 | 50000.0 | 1 | 5.35 | 0.0 | 0.0 | 17.0 | 0.0 | 21050.0 | 0.7 | 29.0 | 762.0 | 11 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
| 36289 | 39731 | 3000.0 | 36 | 7.75 | 93.67 | 0 | 1 | 125000.0 | 1 | 2.14 | 0.0 | 0.0 | 15.0 | 0.0 | 21050.0 | 1.0 | 24.0 | 762.0 | 11 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 36290 | 39732 | 4000.0 | 36 | 10.91 | 130.79 | 2 | 0 | 18000.0 | 1 | 18.00 | 0.0 | 1.0 | 4.0 | 0.0 | 5533.0 | 79.6 | 5.0 | 707.0 | 1 | 6 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 36291 | 39733 | 2000.0 | 36 | 8.70 | 63.32 | 1 | 10 | 70000.0 | 1 | 6.07 | 0.0 | 1.0 | 13.0 | 0.0 | 5967.0 | 19.8 | 17.0 | 712.0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 36292 | 39734 | 4000.0 | 36 | 7.43 | 124.31 | 0 | 10 | 40000.0 | 1 | 3.45 | 0.0 | 0.0 | 2.0 | 0.0 | 330.0 | 11.0 | 4.0 | 772.0 | 9 | 5 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |